{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 3 : CIFAR classification in Fully Homomorphic Encryption (FHE)\n",
    "\n",
    "In this last notebook, we show how to evaluate a quantized models using FHE simulation, allowing users to quickly mimic what would occur when converting a model to FHE without bit-width restrictions and without actually performing the FHE calculations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import the required packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "\n",
    "import concrete.compiler\n",
    "import torch\n",
    "from cifar_utils import (\n",
    "    fhe_compatibility,\n",
    "    fhe_simulation_inference,\n",
    "    get_dataloader,\n",
    "    plot_dataset,\n",
    "    torch_inference,\n",
    ")\n",
    "from models import QuantVGG11\n",
    "from torchvision import datasets\n",
    "\n",
    "warnings.filterwarnings(\"ignore\", category=UserWarning)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Device Type: cpu\n"
     ]
    }
   ],
   "source": [
    "bit = 5\n",
    "seed = 42\n",
    "\n",
    "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
    "\n",
    "print(f\"Device Type: {device}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Concrete ML also supports a CUDA-enabled backend. To set it up, follow the instructions in the official [guide](../../../docs/guides/using_gpu.md) for installing the GPU-enabled Concrete compiler."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Is GPU enabled: False\n",
      "Is GPU available: False\n"
     ]
    }
   ],
   "source": [
    "compilation_device = \"cuda\" if concrete.compiler.check_gpu_available() else \"cpu\"\n",
    "\n",
    "print(f\"Is GPU enabled: {concrete.compiler.check_gpu_enabled()}\")\n",
    "print(f\"Is GPU available: {concrete.compiler.check_gpu_available()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. CIFAR-10 with FHE simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "param_c10 = {\n",
    "    \"output_size\": 10,\n",
    "    \"batch_size\": 128,\n",
    "    \"dataset_name\": \"CIFAR_10\",\n",
    "    \"dataset\": datasets.CIFAR10,\n",
    "    \"std\": [0.247, 0.243, 0.261],\n",
    "    \"mean\": [0.4914, 0.4822, 0.4465],\n",
    "    \"dir\": \"./checkpoints/CIFAR_10\",\n",
    "    \"pre_trained_path\": \"quant/CIFAR_10_quant_state_dict.pt\",\n",
    "    \"seed\": 42,\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data-set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load CIFAR-10 data-set.\n",
    "train_loader_c10, test_loader_c10 = get_dataloader(param=param_c10)\n",
    "\n",
    "# Let’s visualize `n` images from CIFAR-10 data-set.\n",
    "plot_dataset(test_loader_c10, param_c10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quantized FHE-friendly network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Loading the pre-trained quantized model.\n",
    "quant_vgg_c10 = QuantVGG11(bit=bit, output_size=param_c10[\"output_size\"])\n",
    "\n",
    "checkpoint = torch.load(f\"{param_c10['dir']}/{param_c10['pre_trained_path']}\", map_location=device)\n",
    "\n",
    "quant_vgg_c10.load_state_dict(checkpoint)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### FHE simulation \n",
    "\n",
    "The FHE simulation is faster than the actual FHE compilation, because it relies only on Python, it doesn't perform any crypto operations or keys generation. It's a useful simulation environment that :\n",
    "- checks if the homomorphic inference is possible, depending on the chosen parameters\n",
    "- determines the bit-width precision required in the circuit based on the given input and model's weights/activations\n",
    "- is independent of the actual bit precision limitation \n",
    "- provides a quantized module, that allows users to evaluate the model without FHE operations and the resulting accuracy should be equal to the real FHE execution\n",
    "\n",
    "\n",
    "To use this FHE simulation, the user needs to provide an exhaustive set of data in order to determine the maximum bit-width within the circuit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum bit-width in the circuit: 14\n"
     ]
    }
   ],
   "source": [
    "# The user can either provide the entire train data-set or a smaller but representative subset.\n",
    "# As each batch is shuffled and contains 128 samples, it's a potential subset.\n",
    "\n",
    "data_calibration, _ = next(iter(train_loader_c10))\n",
    "\n",
    "qmodel_c10 = fhe_compatibility(quant_vgg_c10, data_calibration, device=compilation_device)\n",
    "\n",
    "print(\n",
    "    f\"Maximum bit-width in the circuit: {qmodel_c10.fhe_circuit.graph.maximum_integer_bit_width()}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 78/78 [48:57<00:00, 37.66s/it]\n"
     ]
    }
   ],
   "source": [
    "# Evaluation with the FHE simulation for CIFAR-10.\n",
    "acc_fhe_c10 = fhe_simulation_inference(qmodel_c10, test_loader_c10, True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Evaluation with Brevitas torch for CIFAR-10.\n",
    "acc_torch_c10 = torch_inference(quant_vgg_c10, test_loader_c10, device=device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top-1 acc in Brevitas torch: 83.80%\n",
      "Top-1 acc with Concrete ML : 82.98%\n"
     ]
    }
   ],
   "source": [
    "print(f\"Top-1 acc in Brevitas torch: {acc_torch_c10 * 100 :2.2f}%\")\n",
    "print(f\"Top-1 acc with Concrete ML : {acc_fhe_c10 * 100 :2.2f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. CIFAR-100 with FHE simulation\n",
    "\n",
    "Since the methodology is the same, we do exactly the same thing but this time with the CIFAR-100 hyper-parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "param_c100 = {\n",
    "    \"output_size\": 100,\n",
    "    \"batch_size\": 128,\n",
    "    \"dataset_name\": \"CIFAR_100\",\n",
    "    \"dataset\": datasets.CIFAR100,\n",
    "    \"std\": [0.229, 0.224, 0.225],\n",
    "    \"mean\": [0.485, 0.456, 0.406],\n",
    "    \"dir\": \"./checkpoints/CIFAR_100\",\n",
    "    \"pre_trained_path\": \"quant/CIFAR_100_quant_state_dict.pt\",\n",
    "    \"seed\": 42,\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data-set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load CIFAR-100 data-set.\n",
    "train_loader_c100, test_loader_c100 = get_dataloader(param=param_c100)\n",
    "\n",
    "# Let’s visualize `n` images from CIFAR-100 data-set.\n",
    "plot_dataset(test_loader_c100, param_c100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quantized FHE-friendly network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Loading the pre-trained quantized model.\n",
    "quant_vgg_c100 = QuantVGG11(bit=bit, output_size=param_c100[\"output_size\"])\n",
    "\n",
    "checkpoint = torch.load(\n",
    "    f\"{param_c100['dir']}/{param_c100['pre_trained_path']}\", map_location=device\n",
    ")\n",
    "quant_vgg_c100.load_state_dict(checkpoint)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### FHE-compatibility\n",
    "\n",
    "We proceed the same way as above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum bit-width in the circuit: 13\n"
     ]
    }
   ],
   "source": [
    "# The user can either provide the entire train data-set or a smaller but representative subset.\n",
    "\n",
    "data_calibration, _ = next(iter(train_loader_c100))\n",
    "\n",
    "qmodel_c100 = fhe_compatibility(quant_vgg_c100, data_calibration, device=compilation_device)\n",
    "\n",
    "print(\n",
    "    f\"Maximum bit-width in the circuit: {qmodel_c100.fhe_circuit.graph.maximum_integer_bit_width()}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Evaluation with Brevitas torch for CIFAR-100.\n",
    "acc_torch_c100 = torch_inference(quant_vgg_c100, test_loader_c100, device=device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 78/78 [49:43<00:00, 38.25s/it]\n"
     ]
    }
   ],
   "source": [
    "# Evaluation with the FHE simulation for CIFAR-100.\n",
    "acc_fhe_c100 = fhe_simulation_inference(qmodel_c100, test_loader_c100, True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top-1 acc in Brevitas torch : 68.79%\n",
      "Top-1 acc with Concrete ML  : 68.74%\n"
     ]
    }
   ],
   "source": [
    "# FIME\n",
    "print(f\"Top-1 acc in Brevitas torch : {acc_torch_c100 * 100 :2.2f}%\")\n",
    "print(f\"Top-1 acc with Concrete ML  : {acc_fhe_c100 * 100 :2.2f}%\")\n",
    "\n",
    "# There is a small between the results of Brevitas and the FHE simulation.\n",
    "# This may be due to the conversion of the Brevitas model into Concrete ML."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "\n",
    "Considering the simplicity of our network, described in the first [notebook](FromImageNetToCifar.ipynb) and the training process detailed  in the second [one](CifarQuantizationAwareTraining.ipynb). Our results are quite good compared to the state of the art DNNS, like: [VGG11B(3x)](https://paperswithcode.com/paper/training-neural-networks-with-local-error)\n",
    "\n",
    "Data-set  | Accuracy with FHE simulation | Accuracy with Brevitas | VGG11B(3x)\n",
    "----------|------------------------------|------------------------|--------\n",
    "CIFAR-10  |           $90.28$%           |       $90.40$%         | $96.4$% \n",
    "CIFAR-100 |           $68.62$%           |       $68.94$%         | $79.9$%\n",
    "\n",
    "\n",
    "In this tutorial series we learned how easy it is to quantize a custom pre-trained fp32 model using Brevitas while respecting the FHE constraints and how quickly evaluate a model using an FHE simulation."
   ]
  }
 ],
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